Spaces:
Sleeping
Sleeping
Update app.py
Browse files
app.py
CHANGED
|
@@ -7,7 +7,7 @@ from PIL import Image
|
|
| 7 |
model = tf.keras.models.load_model("my_model.keras")
|
| 8 |
|
| 9 |
# Define class labels (update if your order is reversed)
|
| 10 |
-
class_names = ["
|
| 11 |
|
| 12 |
def predict(image):
|
| 13 |
# Preprocess image (resize to your model's input size)
|
|
@@ -16,11 +16,12 @@ def predict(image):
|
|
| 16 |
img = np.expand_dims(img, axis=0)
|
| 17 |
|
| 18 |
# Run prediction
|
| 19 |
-
|
| 20 |
-
|
| 21 |
-
|
| 22 |
-
|
| 23 |
-
|
|
|
|
| 24 |
|
| 25 |
# Build Gradio interface
|
| 26 |
demo = gr.Interface(
|
|
|
|
| 7 |
model = tf.keras.models.load_model("my_model.keras")
|
| 8 |
|
| 9 |
# Define class labels (update if your order is reversed)
|
| 10 |
+
class_names = ["Cat", "Dog"]
|
| 11 |
|
| 12 |
def predict(image):
|
| 13 |
# Preprocess image (resize to your model's input size)
|
|
|
|
| 16 |
img = np.expand_dims(img, axis=0)
|
| 17 |
|
| 18 |
# Run prediction
|
| 19 |
+
pred = model.predict(img)[0][0] # get scalar value
|
| 20 |
+
|
| 21 |
+
if pred < 0.5:
|
| 22 |
+
return {"Cat": 1 - float(pred), "Dog": float(pred)}
|
| 23 |
+
else:
|
| 24 |
+
return {"Cat": 1 - float(pred), "Dog": float(pred)}
|
| 25 |
|
| 26 |
# Build Gradio interface
|
| 27 |
demo = gr.Interface(
|